{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3",
   "language": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('..')\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from configure.settings import DBSelector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "db = DBSelector().mongo('qq')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_stock_info =[]\n",
    "for item in db['db_stock']['hk_new_stock'].find():\n",
    "    del item['_id']\n",
    "    new_stock_info.append(item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "{'stock_code': '02170',\n",
       " 'stock_name': '贝康医疗－Ｂ',\n",
       " 'winning_rate_substr': '200',\n",
       " 'crawltime': datetime.datetime(2021, 2, 16, 23, 22, 5, 595000),\n",
       " '保荐机构': '中信里昂证券资本市场',\n",
       " '发行定价': '27.360',\n",
       " '发行市值': '72.96亿',\n",
       " '回拨比例': '50.0000',\n",
       " '是否有基石': '有',\n",
       " '是否有绿鞋': None,\n",
       " '暗盘涨幅': '14.04',\n",
       " '稳中一手': '200/1',\n",
       " '累计涨幅': '-0.40',\n",
       " '行业': '医疗保健',\n",
       " '首日涨幅': '1.24',\n",
       " '上市日期': '2021-02-08 00:00:00',\n",
       " '申购人数': '264120',\n",
       " '超额申购倍数': 402.8,\n",
       " '一手中签率': 10}"
      ]
     },
     "metadata": {},
     "execution_count": 8
    }
   ],
   "source": [
    "new_stock_info[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(new_stock_info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['首日涨幅']=df['首日涨幅'].astype(np.float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 844 entries, 0 to 843\nData columns (total 19 columns):\n #   Column               Non-Null Count  Dtype         \n---  ------               --------------  -----         \n 0   stock_code           844 non-null    object        \n 1   stock_name           844 non-null    object        \n 2   winning_rate_substr  843 non-null    object        \n 3   crawltime            844 non-null    datetime64[ns]\n 4   保荐机构                 844 non-null    object        \n 5   发行定价                 844 non-null    object        \n 6   发行市值                 844 non-null    object        \n 7   回拨比例                 843 non-null    object        \n 8   是否有基石                844 non-null    object        \n 9   是否有绿鞋                668 non-null    object        \n 10  暗盘涨幅                 843 non-null    object        \n 11  稳中一手                 843 non-null    object        \n 12  累计涨幅                 843 non-null    object        \n 13  行业                   844 non-null    object        \n 14  首日涨幅                 843 non-null    float64       \n 15  上市日期                 844 non-null    object        \n 16  申购人数                 843 non-null    object        \n 17  超额申购倍数               843 non-null    float64       \n 18  一手中签率                843 non-null    float64       \ndtypes: datetime64[ns](1), float64(3), object(15)\nmemory usage: 125.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['暗盘涨幅']=df['暗盘涨幅'].astype(np.float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['累计涨幅']=df['累计涨幅'].astype(np.float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['暗盘涨幅']=df['暗盘涨幅'].replace('--','0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [stock_code, stock_name, winning_rate_substr, crawltime, 保荐机构, 发行定价, 发行市值, 回拨比例, 是否有基石, 是否有绿鞋, 暗盘涨幅, 稳中一手, 累计涨幅, 行业, 首日涨幅, 上市日期, 申购人数, 超额申购倍数, 一手中签率]\n",
       "Index: []"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>stock_code</th>\n      <th>stock_name</th>\n      <th>winning_rate_substr</th>\n      <th>crawltime</th>\n      <th>保荐机构</th>\n      <th>发行定价</th>\n      <th>发行市值</th>\n      <th>回拨比例</th>\n      <th>是否有基石</th>\n      <th>是否有绿鞋</th>\n      <th>暗盘涨幅</th>\n      <th>稳中一手</th>\n      <th>累计涨幅</th>\n      <th>行业</th>\n      <th>首日涨幅</th>\n      <th>上市日期</th>\n      <th>申购人数</th>\n      <th>超额申购倍数</th>\n      <th>一手中签率</th>\n    </tr>\n  </thead>\n  <tbody>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 32
    }
   ],
   "source": [
    "df[df['暗盘涨幅']=='--']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "  stock_code stock_name winning_rate_substr               crawltime  \\\n",
       "0      02170     贝康医疗－Ｂ                 200 2021-02-16 23:22:05.595   \n",
       "1      01024       快手－Ｗ                 500 2021-02-16 23:22:05.595   \n",
       "2      02161       健倍苗苗                 100 2021-02-16 23:22:05.595   \n",
       "3      02160     心通医疗－Ｂ                 400 2021-02-16 23:22:05.595   \n",
       "4      06668       星盛商业                 100 2021-02-16 23:22:05.595   \n",
       "\n",
       "                             保荐机构     发行定价      发行市值     回拨比例 是否有基石 是否有绿鞋  \\\n",
       "0                      中信里昂证券资本市场   27.360    72.96亿  50.0000     有  None   \n",
       "1           摩根士丹利亚洲,美林远东,华兴证券(香港)  115.000  4724.42亿   6.0000     有  None   \n",
       "2                    中国银河国际证券(香港)    1.200    10.72亿        无     无  None   \n",
       "3  摩根大通证券(远东),花旗环球金融亚洲,中国国际金融香港证券   12.200   288.67亿  50.0000     无  None   \n",
       "4               建银国际金融,中信建投(国际)融资    3.860    38.60亿  50.0000     有  None   \n",
       "\n",
       "     暗盘涨幅   稳中一手    累计涨幅    行业    首日涨幅                 上市日期     申购人数   超额申购倍数  \\\n",
       "0   14.04  200/1   -0.40  医疗保健    1.24  2021-02-08 00:00:00   264120   402.80   \n",
       "1  170.09  500/1  250.43  软件服务  160.87  2021-02-05 00:00:00  1422977  1204.16   \n",
       "2   14.17  100/1  100.00  医疗保健   80.00  2021-02-05 00:00:00    87981    22.47   \n",
       "3   65.57  400/1   61.31  医疗保健   54.26  2021-02-04 00:00:00   567475   769.00   \n",
       "4   21.50  100/1    0.26  居民服务    3.63  2021-01-26 00:00:00   331495   756.85   \n",
       "\n",
       "   一手中签率  \n",
       "0  10.00  \n",
       "1   4.00  \n",
       "2   8.00  \n",
       "3   7.50  \n",
       "4   1.29  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>stock_code</th>\n      <th>stock_name</th>\n      <th>winning_rate_substr</th>\n      <th>crawltime</th>\n      <th>保荐机构</th>\n      <th>发行定价</th>\n      <th>发行市值</th>\n      <th>回拨比例</th>\n      <th>是否有基石</th>\n      <th>是否有绿鞋</th>\n      <th>暗盘涨幅</th>\n      <th>稳中一手</th>\n      <th>累计涨幅</th>\n      <th>行业</th>\n      <th>首日涨幅</th>\n      <th>上市日期</th>\n      <th>申购人数</th>\n      <th>超额申购倍数</th>\n      <th>一手中签率</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>02170</td>\n      <td>贝康医疗－Ｂ</td>\n      <td>200</td>\n      <td>2021-02-16 23:22:05.595</td>\n      <td>中信里昂证券资本市场</td>\n      <td>27.360</td>\n      <td>72.96亿</td>\n      <td>50.0000</td>\n      <td>有</td>\n      <td>None</td>\n      <td>14.04</td>\n      <td>200/1</td>\n      <td>-0.40</td>\n      <td>医疗保健</td>\n      <td>1.24</td>\n      <td>2021-02-08 00:00:00</td>\n      <td>264120</td>\n      <td>402.80</td>\n      <td>10.00</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>01024</td>\n      <td>快手－Ｗ</td>\n      <td>500</td>\n      <td>2021-02-16 23:22:05.595</td>\n      <td>摩根士丹利亚洲,美林远东,华兴证券(香港)</td>\n      <td>115.000</td>\n      <td>4724.42亿</td>\n      <td>6.0000</td>\n      <td>有</td>\n      <td>None</td>\n      <td>170.09</td>\n      <td>500/1</td>\n      <td>250.43</td>\n      <td>软件服务</td>\n      <td>160.87</td>\n      <td>2021-02-05 00:00:00</td>\n      <td>1422977</td>\n      <td>1204.16</td>\n      <td>4.00</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>02161</td>\n      <td>健倍苗苗</td>\n      <td>100</td>\n      <td>2021-02-16 23:22:05.595</td>\n      <td>中国银河国际证券(香港)</td>\n      <td>1.200</td>\n      <td>10.72亿</td>\n      <td>无</td>\n      <td>无</td>\n      <td>None</td>\n      <td>14.17</td>\n      <td>100/1</td>\n      <td>100.00</td>\n      <td>医疗保健</td>\n      <td>80.00</td>\n      <td>2021-02-05 00:00:00</td>\n      <td>87981</td>\n      <td>22.47</td>\n      <td>8.00</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>02160</td>\n      <td>心通医疗－Ｂ</td>\n      <td>400</td>\n      <td>2021-02-16 23:22:05.595</td>\n      <td>摩根大通证券(远东),花旗环球金融亚洲,中国国际金融香港证券</td>\n      <td>12.200</td>\n      <td>288.67亿</td>\n      <td>50.0000</td>\n      <td>无</td>\n      <td>None</td>\n      <td>65.57</td>\n      <td>400/1</td>\n      <td>61.31</td>\n      <td>医疗保健</td>\n      <td>54.26</td>\n      <td>2021-02-04 00:00:00</td>\n      <td>567475</td>\n      <td>769.00</td>\n      <td>7.50</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>06668</td>\n      <td>星盛商业</td>\n      <td>100</td>\n      <td>2021-02-16 23:22:05.595</td>\n      <td>建银国际金融,中信建投(国际)融资</td>\n      <td>3.860</td>\n      <td>38.60亿</td>\n      <td>50.0000</td>\n      <td>有</td>\n      <td>None</td>\n      <td>21.50</td>\n      <td>100/1</td>\n      <td>0.26</td>\n      <td>居民服务</td>\n      <td>3.63</td>\n      <td>2021-01-26 00:00:00</td>\n      <td>331495</td>\n      <td>756.85</td>\n      <td>1.29</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 33
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "industry_list =[]\n",
    "for industry,sub_df in df.groupby('行业'):\n",
    "    industry_dict ={}\n",
    "    industry_dict['industry']=industry\n",
    "    industry_dict['首日涨幅均值']= round(sub_df['首日涨幅'].mean(),2)\n",
    "    industry_dict['行业个数']= len(sub_df)\n",
    "    industry_dict['首日涨幅波动率']= round(sub_df['首日涨幅'].std(),2)\n",
    "    industry_dict['首日涨幅最大']= round(sub_df['首日涨幅'].max(),2)\n",
    "    industry_dict['首日涨幅最小']= round(sub_df['首日涨幅'].min(),2)\n",
    "    industry_dict['累计涨幅均值']= round(sub_df['累计涨幅'].mean(),2)\n",
    "\n",
    "    industry_list.append(industry_dict)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_result = list(sorted(industry_list,key=lambda x:x.get('首日涨幅均值'),reverse=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1= pd.DataFrame(sorted_result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   industry  首日涨幅均值  行业个数  首日涨幅波动率  首日涨幅最大  首日涨幅最小  累计涨幅均值\n",
       "0      支援服务   50.00     1      NaN   50.00   50.00  -94.20\n",
       "1        电讯   37.33     3    64.66  112.00    0.00  152.17\n",
       "2      食品饮料   35.99    27    72.12  298.00  -28.00   90.97\n",
       "3      通讯器材   33.38    12    49.99  140.00  -12.79   14.74\n",
       "4       半导体   30.98     9    47.53  106.00  -15.00  -15.02\n",
       "5      家电家用   28.93    29    62.16  230.00  -43.60  -35.57\n",
       "6      影视传媒   28.67    20   100.08  431.67  -37.89  -33.92\n",
       "7        煤炭   27.02     5    57.62  130.00   -0.55   29.98\n",
       "8      软件服务   24.02    69    50.01  218.52  -34.80   -6.78\n",
       "9        建筑   19.34   125    43.80  213.89  -36.79   18.10\n",
       "10       保险   14.46     3    17.67   34.16    0.00  -58.79\n",
       "11     医疗保健   14.33    86    28.96  152.39  -35.95   35.88\n",
       "12     工用支援   14.23    18    30.08   91.91  -20.00  -30.68\n",
       "13     工业制造   11.90    52    41.51  150.00  -28.57   -6.09\n",
       "14     物业服务   10.92    14    17.08   41.83  -23.09   56.71\n",
       "15     餐饮娱乐   10.35    34    38.49  128.89  -41.35  -25.43\n",
       "16     居民服务    9.70    89    33.74  245.00  -46.40   12.41\n",
       "17     货运物流    9.63    19    40.28  166.67  -36.00  -13.47\n",
       "18       零售    8.96     3     7.84   17.97    3.70  -29.53\n",
       "19     纺织服饰    8.94    47    36.36  156.25  -56.88  -22.76\n",
       "20      原材料    7.23    11    23.41   50.94  -31.37   96.39\n",
       "21       汽车    6.65    15    31.58   93.75  -28.70   28.73\n",
       "22       地产    5.17    39    13.69   71.05   -8.87    1.32\n",
       "23     其他金融    2.39    30    23.60  106.58  -38.88  -27.85\n",
       "24      贵金属    1.97     2     2.79    3.94    0.00   17.12\n",
       "25       银行    1.56    16     3.88    9.44   -7.26  -21.11\n",
       "26     公共事业    0.02    10     9.61   25.00  -11.37  -15.89\n",
       "27       运输    0.00     1      NaN    0.00    0.00   74.88\n",
       "28     综合企业   -0.07     1      NaN   -0.07   -0.07  -59.05\n",
       "29       客运   -0.36     2     1.46    0.67   -1.39  -25.66\n",
       "30    石油天然气   -0.75    12    15.00   24.00  -33.04  -34.34\n",
       "31     公用事业   -1.25     7     0.96    0.00   -2.61  -33.26\n",
       "32   信息科技器材   -2.00     1      NaN   -2.00   -2.00  120.00\n",
       "33     券商信托   -2.75    20    20.28   42.30  -45.56  -41.44\n",
       "34     农业产品   -9.21     6    10.04    0.90  -21.00  -32.96\n",
       "35     一般金属   -9.53     6    15.43   11.00  -28.73  -22.17"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>industry</th>\n      <th>首日涨幅均值</th>\n      <th>行业个数</th>\n      <th>首日涨幅波动率</th>\n      <th>首日涨幅最大</th>\n      <th>首日涨幅最小</th>\n      <th>累计涨幅均值</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>支援服务</td>\n      <td>50.00</td>\n      <td>1</td>\n      <td>NaN</td>\n      <td>50.00</td>\n      <td>50.00</td>\n      <td>-94.20</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>电讯</td>\n      <td>37.33</td>\n      <td>3</td>\n      <td>64.66</td>\n      <td>112.00</td>\n      <td>0.00</td>\n      <td>152.17</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>食品饮料</td>\n      <td>35.99</td>\n      <td>27</td>\n      <td>72.12</td>\n      <td>298.00</td>\n      <td>-28.00</td>\n      <td>90.97</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>通讯器材</td>\n      <td>33.38</td>\n      <td>12</td>\n      <td>49.99</td>\n      <td>140.00</td>\n      <td>-12.79</td>\n      <td>14.74</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>半导体</td>\n      <td>30.98</td>\n      <td>9</td>\n      <td>47.53</td>\n      <td>106.00</td>\n      <td>-15.00</td>\n      <td>-15.02</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>家电家用</td>\n      <td>28.93</td>\n      <td>29</td>\n      <td>62.16</td>\n      <td>230.00</td>\n      <td>-43.60</td>\n      <td>-35.57</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>影视传媒</td>\n      <td>28.67</td>\n      <td>20</td>\n      <td>100.08</td>\n      <td>431.67</td>\n      <td>-37.89</td>\n      <td>-33.92</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>煤炭</td>\n      <td>27.02</td>\n      <td>5</td>\n      <td>57.62</td>\n      <td>130.00</td>\n      <td>-0.55</td>\n      <td>29.98</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>软件服务</td>\n      <td>24.02</td>\n      <td>69</td>\n      <td>50.01</td>\n      <td>218.52</td>\n      <td>-34.80</td>\n      <td>-6.78</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>建筑</td>\n      <td>19.34</td>\n      <td>125</td>\n      <td>43.80</td>\n      <td>213.89</td>\n      <td>-36.79</td>\n      <td>18.10</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>保险</td>\n      <td>14.46</td>\n      <td>3</td>\n      <td>17.67</td>\n      <td>34.16</td>\n      <td>0.00</td>\n      <td>-58.79</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>医疗保健</td>\n      <td>14.33</td>\n      <td>86</td>\n      <td>28.96</td>\n      <td>152.39</td>\n      <td>-35.95</td>\n      <td>35.88</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>工用支援</td>\n      <td>14.23</td>\n      <td>18</td>\n      <td>30.08</td>\n      <td>91.91</td>\n      <td>-20.00</td>\n      <td>-30.68</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>工业制造</td>\n      <td>11.90</td>\n      <td>52</td>\n      <td>41.51</td>\n      <td>150.00</td>\n      <td>-28.57</td>\n      <td>-6.09</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>物业服务</td>\n      <td>10.92</td>\n      <td>14</td>\n      <td>17.08</td>\n      <td>41.83</td>\n      <td>-23.09</td>\n      <td>56.71</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>餐饮娱乐</td>\n      <td>10.35</td>\n      <td>34</td>\n      <td>38.49</td>\n      <td>128.89</td>\n      <td>-41.35</td>\n      <td>-25.43</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>居民服务</td>\n      <td>9.70</td>\n      <td>89</td>\n      <td>33.74</td>\n      <td>245.00</td>\n      <td>-46.40</td>\n      <td>12.41</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>货运物流</td>\n      <td>9.63</td>\n      <td>19</td>\n      <td>40.28</td>\n      <td>166.67</td>\n      <td>-36.00</td>\n      <td>-13.47</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>零售</td>\n      <td>8.96</td>\n      <td>3</td>\n      <td>7.84</td>\n      <td>17.97</td>\n      <td>3.70</td>\n      <td>-29.53</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>纺织服饰</td>\n      <td>8.94</td>\n      <td>47</td>\n      <td>36.36</td>\n      <td>156.25</td>\n      <td>-56.88</td>\n      <td>-22.76</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>原材料</td>\n      <td>7.23</td>\n      <td>11</td>\n      <td>23.41</td>\n      <td>50.94</td>\n      <td>-31.37</td>\n      <td>96.39</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>汽车</td>\n      <td>6.65</td>\n      <td>15</td>\n      <td>31.58</td>\n      <td>93.75</td>\n      <td>-28.70</td>\n      <td>28.73</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>地产</td>\n      <td>5.17</td>\n      <td>39</td>\n      <td>13.69</td>\n      <td>71.05</td>\n      <td>-8.87</td>\n      <td>1.32</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>其他金融</td>\n      <td>2.39</td>\n      <td>30</td>\n      <td>23.60</td>\n      <td>106.58</td>\n      <td>-38.88</td>\n      <td>-27.85</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>贵金属</td>\n      <td>1.97</td>\n      <td>2</td>\n      <td>2.79</td>\n      <td>3.94</td>\n      <td>0.00</td>\n      <td>17.12</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>银行</td>\n      <td>1.56</td>\n      <td>16</td>\n      <td>3.88</td>\n      <td>9.44</td>\n      <td>-7.26</td>\n      <td>-21.11</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>公共事业</td>\n      <td>0.02</td>\n      <td>10</td>\n      <td>9.61</td>\n      <td>25.00</td>\n      <td>-11.37</td>\n      <td>-15.89</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>运输</td>\n      <td>0.00</td>\n      <td>1</td>\n      <td>NaN</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>74.88</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>综合企业</td>\n      <td>-0.07</td>\n      <td>1</td>\n      <td>NaN</td>\n      <td>-0.07</td>\n      <td>-0.07</td>\n      <td>-59.05</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>客运</td>\n      <td>-0.36</td>\n      <td>2</td>\n      <td>1.46</td>\n      <td>0.67</td>\n      <td>-1.39</td>\n      <td>-25.66</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>石油天然气</td>\n      <td>-0.75</td>\n      <td>12</td>\n      <td>15.00</td>\n      <td>24.00</td>\n      <td>-33.04</td>\n      <td>-34.34</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>公用事业</td>\n      <td>-1.25</td>\n      <td>7</td>\n      <td>0.96</td>\n      <td>0.00</td>\n      <td>-2.61</td>\n      <td>-33.26</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>信息科技器材</td>\n      <td>-2.00</td>\n      <td>1</td>\n      <td>NaN</td>\n      <td>-2.00</td>\n      <td>-2.00</td>\n      <td>120.00</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>券商信托</td>\n      <td>-2.75</td>\n      <td>20</td>\n      <td>20.28</td>\n      <td>42.30</td>\n      <td>-45.56</td>\n      <td>-41.44</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>农业产品</td>\n      <td>-9.21</td>\n      <td>6</td>\n      <td>10.04</td>\n      <td>0.90</td>\n      <td>-21.00</td>\n      <td>-32.96</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>一般金属</td>\n      <td>-9.53</td>\n      <td>6</td>\n      <td>15.43</td>\n      <td>11.00</td>\n      <td>-28.73</td>\n      <td>-22.17</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 65
    }
   ],
   "source": [
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[{'industry': '支援服务',\n",
       "  '首日涨幅均值': 50.0,\n",
       "  '行业个数': 1,\n",
       "  '首日涨幅波动率': nan,\n",
       "  '首日涨幅最大': 50.0,\n",
       "  '首日涨幅最小': 50.0},\n",
       " {'industry': '电讯',\n",
       "  '首日涨幅均值': 37.33,\n",
       "  '行业个数': 3,\n",
       "  '首日涨幅波动率': 64.66,\n",
       "  '首日涨幅最大': 112.0,\n",
       "  '首日涨幅最小': 0.0},\n",
       " {'industry': '食品饮料',\n",
       "  '首日涨幅均值': 35.99,\n",
       "  '行业个数': 27,\n",
       "  '首日涨幅波动率': 72.12,\n",
       "  '首日涨幅最大': 298.0,\n",
       "  '首日涨幅最小': -28.0},\n",
       " {'industry': '通讯器材',\n",
       "  '首日涨幅均值': 33.38,\n",
       "  '行业个数': 12,\n",
       "  '首日涨幅波动率': 49.99,\n",
       "  '首日涨幅最大': 140.0,\n",
       "  '首日涨幅最小': -12.79},\n",
       " {'industry': '半导体',\n",
       "  '首日涨幅均值': 30.98,\n",
       "  '行业个数': 9,\n",
       "  '首日涨幅波动率': 47.53,\n",
       "  '首日涨幅最大': 106.0,\n",
       "  '首日涨幅最小': -15.0},\n",
       " {'industry': '家电家用',\n",
       "  '首日涨幅均值': 28.93,\n",
       "  '行业个数': 29,\n",
       "  '首日涨幅波动率': 62.16,\n",
       "  '首日涨幅最大': 230.0,\n",
       "  '首日涨幅最小': -43.6},\n",
       " {'industry': '影视传媒',\n",
       "  '首日涨幅均值': 28.67,\n",
       "  '行业个数': 20,\n",
       "  '首日涨幅波动率': 100.08,\n",
       "  '首日涨幅最大': 431.67,\n",
       "  '首日涨幅最小': -37.89},\n",
       " {'industry': '煤炭',\n",
       "  '首日涨幅均值': 27.02,\n",
       "  '行业个数': 5,\n",
       "  '首日涨幅波动率': 57.62,\n",
       "  '首日涨幅最大': 130.0,\n",
       "  '首日涨幅最小': -0.55},\n",
       " {'industry': '软件服务',\n",
       "  '首日涨幅均值': 24.02,\n",
       "  '行业个数': 69,\n",
       "  '首日涨幅波动率': 50.01,\n",
       "  '首日涨幅最大': 218.52,\n",
       "  '首日涨幅最小': -34.8},\n",
       " {'industry': '建筑',\n",
       "  '首日涨幅均值': 19.34,\n",
       "  '行业个数': 125,\n",
       "  '首日涨幅波动率': 43.8,\n",
       "  '首日涨幅最大': 213.89,\n",
       "  '首日涨幅最小': -36.79},\n",
       " {'industry': '保险',\n",
       "  '首日涨幅均值': 14.46,\n",
       "  '行业个数': 3,\n",
       "  '首日涨幅波动率': 17.67,\n",
       "  '首日涨幅最大': 34.16,\n",
       "  '首日涨幅最小': 0.0},\n",
       " {'industry': '医疗保健',\n",
       "  '首日涨幅均值': 14.33,\n",
       "  '行业个数': 86,\n",
       "  '首日涨幅波动率': 28.96,\n",
       "  '首日涨幅最大': 152.39,\n",
       "  '首日涨幅最小': -35.95},\n",
       " {'industry': '工用支援',\n",
       "  '首日涨幅均值': 14.23,\n",
       "  '行业个数': 18,\n",
       "  '首日涨幅波动率': 30.08,\n",
       "  '首日涨幅最大': 91.91,\n",
       "  '首日涨幅最小': -20.0},\n",
       " {'industry': '工业制造',\n",
       "  '首日涨幅均值': 11.9,\n",
       "  '行业个数': 52,\n",
       "  '首日涨幅波动率': 41.51,\n",
       "  '首日涨幅最大': 150.0,\n",
       "  '首日涨幅最小': -28.57},\n",
       " {'industry': '物业服务',\n",
       "  '首日涨幅均值': 10.92,\n",
       "  '行业个数': 14,\n",
       "  '首日涨幅波动率': 17.08,\n",
       "  '首日涨幅最大': 41.83,\n",
       "  '首日涨幅最小': -23.09},\n",
       " {'industry': '餐饮娱乐',\n",
       "  '首日涨幅均值': 10.35,\n",
       "  '行业个数': 34,\n",
       "  '首日涨幅波动率': 38.49,\n",
       "  '首日涨幅最大': 128.89,\n",
       "  '首日涨幅最小': -41.35},\n",
       " {'industry': '居民服务',\n",
       "  '首日涨幅均值': 9.7,\n",
       "  '行业个数': 89,\n",
       "  '首日涨幅波动率': 33.74,\n",
       "  '首日涨幅最大': 245.0,\n",
       "  '首日涨幅最小': -46.4},\n",
       " {'industry': '货运物流',\n",
       "  '首日涨幅均值': 9.63,\n",
       "  '行业个数': 19,\n",
       "  '首日涨幅波动率': 40.28,\n",
       "  '首日涨幅最大': 166.67,\n",
       "  '首日涨幅最小': -36.0},\n",
       " {'industry': '零售',\n",
       "  '首日涨幅均值': 8.96,\n",
       "  '行业个数': 3,\n",
       "  '首日涨幅波动率': 7.84,\n",
       "  '首日涨幅最大': 17.97,\n",
       "  '首日涨幅最小': 3.7},\n",
       " {'industry': '纺织服饰',\n",
       "  '首日涨幅均值': 8.94,\n",
       "  '行业个数': 47,\n",
       "  '首日涨幅波动率': 36.36,\n",
       "  '首日涨幅最大': 156.25,\n",
       "  '首日涨幅最小': -56.88},\n",
       " {'industry': '原材料',\n",
       "  '首日涨幅均值': 7.23,\n",
       "  '行业个数': 11,\n",
       "  '首日涨幅波动率': 23.41,\n",
       "  '首日涨幅最大': 50.94,\n",
       "  '首日涨幅最小': -31.37},\n",
       " {'industry': '汽车',\n",
       "  '首日涨幅均值': 6.65,\n",
       "  '行业个数': 15,\n",
       "  '首日涨幅波动率': 31.58,\n",
       "  '首日涨幅最大': 93.75,\n",
       "  '首日涨幅最小': -28.7},\n",
       " {'industry': '地产',\n",
       "  '首日涨幅均值': 5.17,\n",
       "  '行业个数': 39,\n",
       "  '首日涨幅波动率': 13.69,\n",
       "  '首日涨幅最大': 71.05,\n",
       "  '首日涨幅最小': -8.87},\n",
       " {'industry': '其他金融',\n",
       "  '首日涨幅均值': 2.39,\n",
       "  '行业个数': 30,\n",
       "  '首日涨幅波动率': 23.6,\n",
       "  '首日涨幅最大': 106.58,\n",
       "  '首日涨幅最小': -38.88},\n",
       " {'industry': '贵金属',\n",
       "  '首日涨幅均值': 1.97,\n",
       "  '行业个数': 2,\n",
       "  '首日涨幅波动率': 2.79,\n",
       "  '首日涨幅最大': 3.94,\n",
       "  '首日涨幅最小': 0.0},\n",
       " {'industry': '银行',\n",
       "  '首日涨幅均值': 1.56,\n",
       "  '行业个数': 16,\n",
       "  '首日涨幅波动率': 3.88,\n",
       "  '首日涨幅最大': 9.44,\n",
       "  '首日涨幅最小': -7.26},\n",
       " {'industry': '公共事业',\n",
       "  '首日涨幅均值': 0.02,\n",
       "  '行业个数': 10,\n",
       "  '首日涨幅波动率': 9.61,\n",
       "  '首日涨幅最大': 25.0,\n",
       "  '首日涨幅最小': -11.37},\n",
       " {'industry': '运输',\n",
       "  '首日涨幅均值': 0.0,\n",
       "  '行业个数': 1,\n",
       "  '首日涨幅波动率': nan,\n",
       "  '首日涨幅最大': 0.0,\n",
       "  '首日涨幅最小': 0.0},\n",
       " {'industry': '综合企业',\n",
       "  '首日涨幅均值': -0.07,\n",
       "  '行业个数': 1,\n",
       "  '首日涨幅波动率': nan,\n",
       "  '首日涨幅最大': -0.07,\n",
       "  '首日涨幅最小': -0.07},\n",
       " {'industry': '客运',\n",
       "  '首日涨幅均值': -0.36,\n",
       "  '行业个数': 2,\n",
       "  '首日涨幅波动率': 1.46,\n",
       "  '首日涨幅最大': 0.67,\n",
       "  '首日涨幅最小': -1.39},\n",
       " {'industry': '石油天然气',\n",
       "  '首日涨幅均值': -0.75,\n",
       "  '行业个数': 12,\n",
       "  '首日涨幅波动率': 15.0,\n",
       "  '首日涨幅最大': 24.0,\n",
       "  '首日涨幅最小': -33.04},\n",
       " {'industry': '公用事业',\n",
       "  '首日涨幅均值': -1.25,\n",
       "  '行业个数': 7,\n",
       "  '首日涨幅波动率': 0.96,\n",
       "  '首日涨幅最大': 0.0,\n",
       "  '首日涨幅最小': -2.61},\n",
       " {'industry': '信息科技器材',\n",
       "  '首日涨幅均值': -2.0,\n",
       "  '行业个数': 1,\n",
       "  '首日涨幅波动率': nan,\n",
       "  '首日涨幅最大': -2.0,\n",
       "  '首日涨幅最小': -2.0},\n",
       " {'industry': '券商信托',\n",
       "  '首日涨幅均值': -2.75,\n",
       "  '行业个数': 20,\n",
       "  '首日涨幅波动率': 20.28,\n",
       "  '首日涨幅最大': 42.3,\n",
       "  '首日涨幅最小': -45.56},\n",
       " {'industry': '农业产品',\n",
       "  '首日涨幅均值': -9.21,\n",
       "  '行业个数': 6,\n",
       "  '首日涨幅波动率': 10.04,\n",
       "  '首日涨幅最大': 0.9,\n",
       "  '首日涨幅最小': -21.0},\n",
       " {'industry': '一般金属',\n",
       "  '首日涨幅均值': -9.53,\n",
       "  '行业个数': 6,\n",
       "  '首日涨幅波动率': 15.43,\n",
       "  '首日涨幅最大': 11.0,\n",
       "  '首日涨幅最小': -28.73}]"
      ]
     },
     "metadata": {},
     "execution_count": 56
    }
   ],
   "source": [
    "sorted_result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.to_excel('hk_new_stock.xls',encoding='utf8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 844 entries, 0 to 843\nData columns (total 19 columns):\n #   Column               Non-Null Count  Dtype         \n---  ------               --------------  -----         \n 0   stock_code           844 non-null    object        \n 1   stock_name           844 non-null    object        \n 2   winning_rate_substr  843 non-null    object        \n 3   crawltime            844 non-null    datetime64[ns]\n 4   保荐机构                 844 non-null    object        \n 5   发行定价                 844 non-null    object        \n 6   发行市值                 844 non-null    object        \n 7   回拨比例                 843 non-null    object        \n 8   是否有基石                844 non-null    object        \n 9   是否有绿鞋                668 non-null    object        \n 10  暗盘涨幅                 843 non-null    float64       \n 11  稳中一手                 843 non-null    object        \n 12  累计涨幅                 843 non-null    float64       \n 13  行业                   844 non-null    object        \n 14  首日涨幅                 843 non-null    float64       \n 15  上市日期                 844 non-null    object        \n 16  申购人数                 843 non-null    object        \n 17  超额申购倍数               843 non-null    float64       \n 18  一手中签率                843 non-null    float64       \ndtypes: datetime64[ns](1), float64(5), object(13)\nmemory usage: 125.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "             暗盘涨幅         累计涨幅        首日涨幅       超额申购倍数       一手中签率\n",
       "count  843.000000   843.000000  843.000000   843.000000  843.000000\n",
       "mean    13.731625     3.930486   14.100344   139.656892   62.150629\n",
       "std     32.942431   117.044810   41.670514   380.552028   36.072675\n",
       "min    -42.500000   -97.550000  -56.880000     0.030000    0.430000\n",
       "25%     -0.885000   -52.040000   -2.640000     3.440000   26.560000\n",
       "50%      4.170000   -19.940000    2.670000    14.790000   60.070000\n",
       "75%     18.825000    11.680000   16.835000    81.610000  100.000000\n",
       "max    575.000000  1496.970000  431.670000  6289.000000  100.000000"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>暗盘涨幅</th>\n      <th>累计涨幅</th>\n      <th>首日涨幅</th>\n      <th>超额申购倍数</th>\n      <th>一手中签率</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>843.000000</td>\n      <td>843.000000</td>\n      <td>843.000000</td>\n      <td>843.000000</td>\n      <td>843.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>13.731625</td>\n      <td>3.930486</td>\n      <td>14.100344</td>\n      <td>139.656892</td>\n      <td>62.150629</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>32.942431</td>\n      <td>117.044810</td>\n      <td>41.670514</td>\n      <td>380.552028</td>\n      <td>36.072675</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>-42.500000</td>\n      <td>-97.550000</td>\n      <td>-56.880000</td>\n      <td>0.030000</td>\n      <td>0.430000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>-0.885000</td>\n      <td>-52.040000</td>\n      <td>-2.640000</td>\n      <td>3.440000</td>\n      <td>26.560000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>4.170000</td>\n      <td>-19.940000</td>\n      <td>2.670000</td>\n      <td>14.790000</td>\n      <td>60.070000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>18.825000</td>\n      <td>11.680000</td>\n      <td>16.835000</td>\n      <td>81.610000</td>\n      <td>100.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>575.000000</td>\n      <td>1496.970000</td>\n      <td>431.670000</td>\n      <td>6289.000000</td>\n      <td>100.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 69
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "stock_code                                  01716\n",
       "stock_name                                   毛记葵涌\n",
       "winning_rate_substr                          1000\n",
       "crawltime              2021-02-16 23:22:08.423000\n",
       "保荐机构                                         长雄证券\n",
       "发行定价                                         1.20\n",
       "发行市值                                        3.24亿\n",
       "回拨比例                                           50\n",
       "是否有基石                                           无\n",
       "是否有绿鞋                                           无\n",
       "暗盘涨幅                                          575\n",
       "稳中一手                                       1000/1\n",
       "累计涨幅                                       -23.33\n",
       "行业                                           影视传媒\n",
       "首日涨幅                                       431.67\n",
       "上市日期                          2018-03-28 00:00:00\n",
       "申购人数                                       143001\n",
       "超额申购倍数                                       6289\n",
       "一手中签率                                         0.8\n",
       "Name: 469, dtype: object"
      ]
     },
     "metadata": {},
     "execution_count": 71
    }
   ],
   "source": [
    "df.iloc[df['暗盘涨幅'].argmax()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "stock_code                                  01957\n",
       "stock_name                               MBV INTL\n",
       "winning_rate_substr                             5\n",
       "crawltime              2021-02-16 23:22:06.293000\n",
       "保荐机构                                         南华融资\n",
       "发行定价                                        0.800\n",
       "发行市值                                        5.02亿\n",
       "回拨比例                                           30\n",
       "是否有基石                                           无\n",
       "是否有绿鞋                                           有\n",
       "暗盘涨幅                                        -42.5\n",
       "稳中一手                                          5/1\n",
       "累计涨幅                                          -60\n",
       "行业                                           纺织服饰\n",
       "首日涨幅                                       -56.88\n",
       "上市日期                          2020-07-08 00:00:00\n",
       "申购人数                                        14348\n",
       "超额申购倍数                                       23.5\n",
       "一手中签率                                       65.01\n",
       "Name: 98, dtype: object"
      ]
     },
     "metadata": {},
     "execution_count": 72
    }
   ],
   "source": [
    "df.iloc[df['暗盘涨幅'].argmin()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_normal = df1[df1['行业个数']>2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_normal.head(10).to_excel('top10.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_normal.tail(10).to_excel('last10.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "  stock_code stock_name winning_rate_substr               crawltime  \\\n",
       "0      02170     贝康医疗－Ｂ                 200 2021-02-16 23:22:05.595   \n",
       "1      01024       快手－Ｗ                 500 2021-02-16 23:22:05.595   \n",
       "2      02161       健倍苗苗                 100 2021-02-16 23:22:05.595   \n",
       "3      02160     心通医疗－Ｂ                 400 2021-02-16 23:22:05.595   \n",
       "4      06668       星盛商业                 100 2021-02-16 23:22:05.595   \n",
       "\n",
       "                             保荐机构     发行定价      发行市值     回拨比例 是否有基石 是否有绿鞋  \\\n",
       "0                      中信里昂证券资本市场   27.360    72.96亿  50.0000     有  None   \n",
       "1           摩根士丹利亚洲,美林远东,华兴证券(香港)  115.000  4724.42亿   6.0000     有  None   \n",
       "2                    中国银河国际证券(香港)    1.200    10.72亿        无     无  None   \n",
       "3  摩根大通证券(远东),花旗环球金融亚洲,中国国际金融香港证券   12.200   288.67亿  50.0000     无  None   \n",
       "4               建银国际金融,中信建投(国际)融资    3.860    38.60亿  50.0000     有  None   \n",
       "\n",
       "     暗盘涨幅   稳中一手    累计涨幅    行业    首日涨幅                 上市日期     申购人数   超额申购倍数  \\\n",
       "0   14.04  200/1   -0.40  医疗保健    1.24  2021-02-08 00:00:00   264120   402.80   \n",
       "1  170.09  500/1  250.43  软件服务  160.87  2021-02-05 00:00:00  1422977  1204.16   \n",
       "2   14.17  100/1  100.00  医疗保健   80.00  2021-02-05 00:00:00    87981    22.47   \n",
       "3   65.57  400/1   61.31  医疗保健   54.26  2021-02-04 00:00:00   567475   769.00   \n",
       "4   21.50  100/1    0.26  居民服务    3.63  2021-01-26 00:00:00   331495   756.85   \n",
       "\n",
       "   一手中签率  \n",
       "0  10.00  \n",
       "1   4.00  \n",
       "2   8.00  \n",
       "3   7.50  \n",
       "4   1.29  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>stock_code</th>\n      <th>stock_name</th>\n      <th>winning_rate_substr</th>\n      <th>crawltime</th>\n      <th>保荐机构</th>\n      <th>发行定价</th>\n      <th>发行市值</th>\n      <th>回拨比例</th>\n      <th>是否有基石</th>\n      <th>是否有绿鞋</th>\n      <th>暗盘涨幅</th>\n      <th>稳中一手</th>\n      <th>累计涨幅</th>\n      <th>行业</th>\n      <th>首日涨幅</th>\n      <th>上市日期</th>\n      <th>申购人数</th>\n      <th>超额申购倍数</th>\n      <th>一手中签率</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>02170</td>\n      <td>贝康医疗－Ｂ</td>\n      <td>200</td>\n      <td>2021-02-16 23:22:05.595</td>\n      <td>中信里昂证券资本市场</td>\n      <td>27.360</td>\n      <td>72.96亿</td>\n      <td>50.0000</td>\n      <td>有</td>\n      <td>None</td>\n      <td>14.04</td>\n      <td>200/1</td>\n      <td>-0.40</td>\n      <td>医疗保健</td>\n      <td>1.24</td>\n      <td>2021-02-08 00:00:00</td>\n      <td>264120</td>\n      <td>402.80</td>\n      <td>10.00</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>01024</td>\n      <td>快手－Ｗ</td>\n      <td>500</td>\n      <td>2021-02-16 23:22:05.595</td>\n      <td>摩根士丹利亚洲,美林远东,华兴证券(香港)</td>\n      <td>115.000</td>\n      <td>4724.42亿</td>\n      <td>6.0000</td>\n      <td>有</td>\n      <td>None</td>\n      <td>170.09</td>\n      <td>500/1</td>\n      <td>250.43</td>\n      <td>软件服务</td>\n      <td>160.87</td>\n      <td>2021-02-05 00:00:00</td>\n      <td>1422977</td>\n      <td>1204.16</td>\n      <td>4.00</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>02161</td>\n      <td>健倍苗苗</td>\n      <td>100</td>\n      <td>2021-02-16 23:22:05.595</td>\n      <td>中国银河国际证券(香港)</td>\n      <td>1.200</td>\n      <td>10.72亿</td>\n      <td>无</td>\n      <td>无</td>\n      <td>None</td>\n      <td>14.17</td>\n      <td>100/1</td>\n      <td>100.00</td>\n      <td>医疗保健</td>\n      <td>80.00</td>\n      <td>2021-02-05 00:00:00</td>\n      <td>87981</td>\n      <td>22.47</td>\n      <td>8.00</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>02160</td>\n      <td>心通医疗－Ｂ</td>\n      <td>400</td>\n      <td>2021-02-16 23:22:05.595</td>\n      <td>摩根大通证券(远东),花旗环球金融亚洲,中国国际金融香港证券</td>\n      <td>12.200</td>\n      <td>288.67亿</td>\n      <td>50.0000</td>\n      <td>无</td>\n      <td>None</td>\n      <td>65.57</td>\n      <td>400/1</td>\n      <td>61.31</td>\n      <td>医疗保健</td>\n      <td>54.26</td>\n      <td>2021-02-04 00:00:00</td>\n      <td>567475</td>\n      <td>769.00</td>\n      <td>7.50</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>06668</td>\n      <td>星盛商业</td>\n      <td>100</td>\n      <td>2021-02-16 23:22:05.595</td>\n      <td>建银国际金融,中信建投(国际)融资</td>\n      <td>3.860</td>\n      <td>38.60亿</td>\n      <td>50.0000</td>\n      <td>有</td>\n      <td>None</td>\n      <td>21.50</td>\n      <td>100/1</td>\n      <td>0.26</td>\n      <td>居民服务</td>\n      <td>3.63</td>\n      <td>2021-01-26 00:00:00</td>\n      <td>331495</td>\n      <td>756.85</td>\n      <td>1.29</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 79
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 844 entries, 0 to 843\nData columns (total 19 columns):\n #   Column               Non-Null Count  Dtype         \n---  ------               --------------  -----         \n 0   stock_code           844 non-null    object        \n 1   stock_name           844 non-null    object        \n 2   winning_rate_substr  843 non-null    object        \n 3   crawltime            844 non-null    datetime64[ns]\n 4   保荐机构                 844 non-null    object        \n 5   发行定价                 844 non-null    object        \n 6   发行市值                 844 non-null    object        \n 7   回拨比例                 843 non-null    object        \n 8   是否有基石                844 non-null    object        \n 9   是否有绿鞋                668 non-null    object        \n 10  暗盘涨幅                 843 non-null    float64       \n 11  稳中一手                 843 non-null    object        \n 12  累计涨幅                 843 non-null    float64       \n 13  行业                   844 non-null    object        \n 14  首日涨幅                 843 non-null    float64       \n 15  上市日期                 844 non-null    object        \n 16  申购人数                 843 non-null    object        \n 17  超额申购倍数               843 non-null    float64       \n 18  一手中签率                843 non-null    float64       \ndtypes: datetime64[ns](1), float64(5), object(13)\nmemory usage: 125.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "output_type": "error",
     "ename": "TypeError",
     "evalue": "int() argument must be a string, a bytes-like object or a number, not 'NoneType'",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-84-2c07a316b5b2>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'申购人数'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'申购人数'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36mastype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m   5696\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5697\u001b[0m             \u001b[1;31m# else, only a single dtype is given\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5698\u001b[1;33m             \u001b[0mnew_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   5699\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_constructor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnew_data\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__finalize__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5700\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals\\managers.py\u001b[0m in \u001b[0;36mastype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m    580\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    581\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mstr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"raise\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 582\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"astype\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    583\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    584\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mconvert\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals\\managers.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, f, filter, **kwargs)\u001b[0m\n\u001b[0;32m    440\u001b[0m                 \u001b[0mapplied\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mb\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    441\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 442\u001b[1;33m                 \u001b[0mapplied\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mb\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    443\u001b[0m             \u001b[0mresult_blocks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_extend_blocks\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mapplied\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mresult_blocks\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    444\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals\\blocks.py\u001b[0m in \u001b[0;36mastype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m    623\u001b[0m             \u001b[0mvals1d\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    624\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 625\u001b[1;33m                 \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mastype_nansafe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvals1d\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    626\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mValueError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    627\u001b[0m                 \u001b[1;31m# e.g. astype_nansafe can fail on object-dtype of strings\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py\u001b[0m in \u001b[0;36mastype_nansafe\u001b[1;34m(arr, dtype, copy, skipna)\u001b[0m\n\u001b[0;32m    872\u001b[0m         \u001b[1;31m# work around NumPy brokenness, #1987\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    873\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0missubdtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minteger\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 874\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype_intsafe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    875\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    876\u001b[0m         \u001b[1;31m# if we have a datetime/timedelta array of objects\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\lib.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.astype_intsafe\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: int() argument must be a string, a bytes-like object or a number, not 'NoneType'"
     ]
    }
   ],
   "source": [
    "df['申购人数']=df['申购人数'].astype(np.int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_people = df[~df['申购人数'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "844"
      ]
     },
     "metadata": {},
     "execution_count": 87
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "843"
      ]
     },
     "metadata": {},
     "execution_count": 88
    }
   ],
   "source": [
    "len(df_people)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x24e0ec90d00>"
      ]
     },
     "metadata": {},
     "execution_count": 91
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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87.924995 223.074649 \r\nL 88.286043 199.396687 \r\nL 88.647091 222.570156 \r\nL 89.00814 220.112854 \r\nL 89.369188 223.702799 \r\nL 89.730236 223.174269 \r\nL 90.091284 223.208032 \r\nL 90.452332 224.296352 \r\nL 90.813381 206.940184 \r\nL 91.174429 224.228688 \r\nL 91.535477 223.372537 \r\nL 91.896525 223.432004 \r\nL 92.257573 224.981885 \r\nL 92.618622 208.914806 \r\nL 92.97967 224.83961 \r\nL 93.340718 224.731097 \r\nL 93.701766 223.873418 \r\nL 94.062814 224.61925 \r\nL 94.423863 223.797556 \r\nL 94.784911 209.83223 \r\nL 95.145959 222.549037 \r\nL 95.507007 224.622029 \r\nL 95.868055 223.662923 \r\nL 96.229104 224.409172 \r\nL 96.590152 222.851788 \r\nL 96.9512 218.370818 \r\nL 97.312248 224.28093 \r\nL 98.034345 223.46396 \r\nL 98.395393 224.500873 \r\nL 98.756441 222.79385 \r\nL 99.117489 211.467143 \r\nL 99.478537 223.893564 \r\nL 99.839586 217.232896 \r\nL 100.200634 224.949373 \r\nL 100.561682 223.949418 \r\nL 100.92273 224.832663 \r\nL 101.283779 198.946798 \r\nL 101.644827 224.060709 \r\nL 103.08902 222.332984 \r\nL 103.450068 221.33039 \r\nL 103.811116 224.36485 \r\nL 104.172164 209.293975 \r\nL 104.533212 224.640508 \r\nL 104.894261 219.367022 \r\nL 105.255309 210.828155 \r\nL 105.616357 223.247352 \r\nL 105.977405 224.488924 \r\nL 106.338453 222.521527 \r\nL 106.699502 221.792228 \r\nL 107.06055 224.890045 \r\nL 107.782646 222.957105 \r\nL 108.143694 224.919917 \r\nL 108.865791 217.782822 \r\nL 109.226839 224.234941 \r\nL 109.587887 215.545602 \r\nL 110.309984 224.382218 \r\nL 110.671032 222.10137 \r\nL 111.03208 216.741463 \r\nL 111.393128 223.882449 \r\nL 111.754176 195.435911 \r\nL 112.115225 223.310709 \r\nL 112.476273 222.453029 \r\nL 112.837321 224.183533 \r\nL 113.198369 223.566359 \r\nL 113.920466 222.944184 \r\nL 114.281514 223.9465 \r\nL 114.642562 220.154536 \r\nL 115.00361 223.600955 \r\nL 115.364658 223.479104 \r\nL 115.725707 224.002076 \r\nL 116.086755 221.973406 \r\nL 116.447803 224.959515 \r\nL 116.808851 223.317517 \r\nL 117.1699 224.29149 \r\nL 117.891996 219.548339 \r\nL 118.253044 221.723452 \r\nL 118.614092 224.803346 \r\nL 118.975141 220.106602 \r\nL 119.336189 224.067934 \r\nL 119.697237 223.416164 \r\nL 120.058285 212.869191 \r\nL 120.419333 222.601139 \r\nL 120.780382 216.640314 \r\nL 121.502478 222.494294 \r\nL 121.863526 221.497257 \r\nL 122.224574 224.38722 \r\nL 122.585623 223.26861 \r\nL 122.946671 222.620313 \r\nL 123.307719 222.605447 \r\nL 123.668767 224.348594 \r\nL 124.029815 222.286022 \r\nL 124.390864 224.927559 \r\nL 125.11296 222.699926 \r\nL 125.474008 223.028104 \r\nL 125.835056 223.700715 \r\nL 126.196105 222.984337 \r\nL 126.557153 221.187142 \r\nL 126.918201 223.54399 \r\nL 127.279249 223.314321 \r\nL 127.640297 218.39291 \r\nL 128.001346 224.082523 \r\nL 128.723442 222.45678 \r\nL 129.08449 222.916256 \r\nL 129.445538 224.475447 \r\nL 129.806587 223.782134 \r\nL 130.167635 225.01787 \r\nL 130.528683 224.746659 \r\nL 130.889731 223.432004 \r\nL 131.250779 223.142868 \r\nL 131.611828 223.717387 \r\nL 131.972876 224.064322 \r\nL 132.333924 224.789591 \r\nL 132.694972 223.907875 \r\nL 133.417069 224.425567 \r\nL 133.778117 223.708217 \r\nL 134.139165 223.256522 \r\nL 134.500213 224.201734 \r\nL 134.861262 224.197705 \r\nL 135.22231 223.914961 \r\nL 135.583358 223.97012 \r\nL 135.944406 224.406532 \r\nL 136.305454 224.252725 \r\nL 136.666503 223.802419 \r\nL 137.027551 224.894213 \r\nL 137.388599 224.704976 \r\nL 137.749647 223.923575 \r\nL 138.110695 221.557002 \r\nL 138.471744 224.891712 \r\nL 138.832792 225.190712 \r\nL 139.554888 225.060108 \r\nL 139.915936 223.824372 \r\nL 140.276985 222.171119 \r\nL 140.638033 222.614478 \r\nL 140.999081 225.203773 \r\nL 141.360129 221.349286 \r\nL 141.721177 225.211553 \r\nL 142.082226 223.985404 \r\nL 142.443274 222.278381 \r\nL 142.804322 225.083589 \r\nL 143.526418 224.856838 \r\nL 143.887467 222.978224 \r\nL 144.248515 224.806542 \r\nL 144.609563 223.962062 \r\nL 144.970611 224.421538 \r\nL 145.331659 221.677185 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159.051491 225.170844 \r\nL 159.412539 224.920473 \r\nL 160.134636 223.986515 \r\nL 160.495684 223.983875 \r\nL 160.856732 224.602855 \r\nL 161.21778 223.635135 \r\nL 161.578829 224.623557 \r\nL 161.939877 224.627309 \r\nL 162.300925 223.927743 \r\nL 162.661973 225.235173 \r\nL 163.023021 224.779171 \r\nL 163.38407 224.790425 \r\nL 163.745118 225.189184 \r\nL 164.106166 225.090675 \r\nL 164.467214 224.768889 \r\nL 165.189311 225.210442 \r\nL 165.550359 225.21989 \r\nL 166.272455 224.882681 \r\nL 166.633504 224.412785 \r\nL 166.994552 222.893192 \r\nL 167.3556 224.344148 \r\nL 167.716648 224.484478 \r\nL 168.438745 223.195527 \r\nL 168.799793 223.22262 \r\nL 169.160841 222.939737 \r\nL 169.882937 225.029264 \r\nL 170.243986 224.839471 \r\nL 170.605034 224.507125 \r\nL 170.966082 224.34915 \r\nL 171.32713 224.777642 \r\nL 171.688178 223.885505 \r\nL 172.049227 224.629254 \r\nL 172.410275 224.923808 \r\nL 172.771323 223.878003 \r\nL 173.132371 225.181126 \r\nL 173.493419 224.917278 \r\nL 173.854468 225.134997 \r\nL 174.215516 224.37013 \r\nL 174.576564 224.567564 \r\nL 174.937612 224.072797 \r\nL 175.29866 224.498094 \r\nL 175.659709 224.689693 \r\nL 176.020757 223.704744 \r\nL 176.381805 224.347899 \r\nL 176.742853 224.329003 \r\nL 177.103901 224.643148 \r\nL 177.46495 224.124622 \r\nL 177.825998 224.803763 \r\nL 178.187046 224.710117 \r\nL 178.548094 225.194742 \r\nL 178.909142 225.272826 \r\nL 179.270191 225.027457 \r\nL 179.992287 224.013609 \r\nL 180.353335 225.164869 \r\nL 180.714383 224.561034 \r\nL 181.075432 224.860312 \r\nL 181.43648 224.727763 \r\nL 181.797528 224.959793 \r\nL 182.158576 223.573723 \r\nL 182.519625 223.014626 \r\nL 182.880673 223.883699 \r\nL 183.241721 225.12416 \r\nL 183.602769 223.543851 \r\nL 183.963817 224.727068 \r\nL 184.324866 224.249252 \r\nL 184.685914 223.53996 \r\nL 185.046962 224.354013 \r\nL 185.40801 223.843684 \r\nL 185.769058 224.02528 \r\nL 186.130107 221.393747 \r\nL 186.491155 222.650463 \r\nL 186.852203 222.48304 \r\nL 187.213251 219.025089 \r\nL 187.574299 224.153661 \r\nL 187.935348 222.130687 \r\nL 188.296396 223.140784 \r\nL 188.657444 221.060011 \r\nL 189.018492 224.562562 \r\nL 189.37954 225.169593 \r\nL 189.740589 224.999391 \r\nL 190.101637 224.530606 \r\nL 190.462685 224.586182 \r\nL 190.823733 225.063304 \r\nL 191.184781 224.993834 \r\nL 191.54583 224.201317 \r\nL 192.267926 224.550336 \r\nL 192.628974 225.141666 \r\nL 192.990022 224.829189 \r\nL 193.351071 225.001753 \r\nL 193.712119 223.226233 \r\nL 194.073167 225.110405 \r\nL 194.434215 225.216972 \r\nL 194.795263 225.190296 \r\nL 195.156312 223.850353 \r\nL 195.51736 225.290194 \r\nL 195.878408 224.597298 \r\nL 196.600504 224.462386 \r\nL 196.961553 224.365128 \r\nL 197.683649 223.656115 \r\nL 198.044697 225.149864 \r\nL 198.405746 224.955486 \r\nL 198.766794 210.105526 \r\nL 199.127842 224.342898 \r\nL 199.48889 222.63129 \r\nL 199.849938 222.481095 \r\nL 200.210987 224.05543 \r\nL 200.572035 224.183811 \r\nL 200.933083 224.97466 \r\nL 201.294131 223.233458 \r\nL 201.655179 223.552326 \r\nL 202.016228 222.896249 \r\nL 202.377276 223.556216 \r\nL 202.738324 224.802235 \r\nL 203.46042 222.85151 \r\nL 203.821469 222.507216 \r\nL 204.182517 222.811634 \r\nL 204.904613 222.822333 \r\nL 205.265661 224.199511 \r\nL 205.62671 223.641943 \r\nL 205.987758 219.291994 \r\nL 206.348806 222.586412 \r\nL 206.709854 221.70414 \r\nL 207.070902 223.391433 \r\nL 207.431951 224.535747 \r\nL 208.154047 224.413896 \r\nL 208.515095 224.557283 \r\nL 208.876143 224.403615 \r\nL 209.237192 219.934732 \r\nL 209.59824 225.035794 \r\nL 209.959288 224.93006 \r\nL 210.320336 194.121533 \r\nL 210.681384 224.363461 \r\nL 211.042433 222.473175 \r\nL 211.403481 223.498 \r\nL 211.764529 223.371148 \r\nL 212.125577 221.971739 \r\nL 212.486625 222.510689 \r\nL 212.847674 224.364989 \r\nL 213.208722 223.845213 \r\nL 213.56977 224.355124 \r\nL 213.930818 222.585995 \r\nL 214.291867 223.178159 \r\nL 214.652915 205.522574 \r\nL 215.013963 222.774398 \r\nL 215.375011 223.221092 \r\nL 215.736059 223.238876 \r\nL 216.097108 221.911856 \r\nL 216.458156 224.727346 \r\nL 216.819204 223.763794 \r\nL 217.180252 224.372909 \r\nL 217.5413 222.951547 \r\nL 217.902349 218.839881 \r\nL 218.263397 223.742952 \r\nL 218.624445 224.207292 \r\nL 218.985493 222.359939 \r\nL 219.346541 223.939692 \r\nL 219.70759 223.771018 \r\nL 220.068638 224.49601 \r\nL 220.429686 224.836553 \r\nL 220.790734 224.836414 \r\nL 221.151782 224.29149 \r\nL 221.512831 224.221602 \r\nL 221.873879 223.037968 \r\nL 222.234927 223.290562 \r\nL 222.595975 222.710902 \r\nL 222.957023 224.721927 \r\nL 223.318072 224.256754 \r\nL 223.67912 222.780651 \r\nL 224.040168 224.168527 \r\nL 224.401216 224.056402 \r\nL 224.762264 221.84961 \r\nL 225.123313 220.534955 \r\nL 225.484361 224.144352 \r\nL 226.206457 221.592848 \r\nL 226.567505 224.467388 \r\nL 226.928554 224.584654 \r\nL 227.289602 224.470028 \r\nL 227.65065 223.557328 \r\nL 228.011698 223.925242 \r\nL 228.372746 224.5734 \r\nL 228.733795 224.169639 \r\nL 229.094843 224.51435 \r\nL 229.455891 224.492953 \r\nL 229.816939 224.18395 \r\nL 230.177988 224.619806 \r\nL 230.539036 224.752077 \r\nL 230.900084 224.074464 \r\nL 231.261132 224.67955 \r\nL 231.62218 224.360126 \r\nL 231.983229 224.556588 \r\nL 232.344277 223.902039 \r\nL 232.705325 224.449604 \r\nL 233.066373 224.357625 \r\nL 233.427421 224.600076 \r\nL 233.78847 207.917769 \r\nL 234.149518 224.599243 \r\nL 234.510566 224.30844 \r\nL 235.593711 225.050105 \r\nL 235.954759 224.213961 \r\nL 236.315807 225.188489 \r\nL 236.676855 224.86059 \r\nL 237.037903 224.818074 \r\nL 237.398952 224.904495 \r\nL 237.76 224.831551 \r\nL 238.121048 224.403615 \r\nL 238.482096 224.990916 \r\nL 238.843144 224.034727 \r\nL 239.204193 224.607301 \r\nL 239.565241 223.966786 \r\nL 239.926289 224.889073 \r\nL 240.287337 224.459052 \r\nL 240.648385 224.217295 \r\nL 241.009434 224.29663 \r\nL 241.370482 224.651762 \r\nL 241.73153 223.534403 \r\nL 242.092578 221.520043 \r\nL 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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "df_people['申购人数']=df_people['申购人数'].astype(np.int)\n",
    "df_people['申购人数'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x24e0e30adc0>]"
      ]
     },
     "metadata": {},
     "execution_count": 92
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(df_people['上市日期'],df_people['申购人数'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_stock_info_ =[]\n",
    "for item in db['db_stock']['hk_new_stock'].find({'stock_name':{'$regex':'Ｓ'}}):\n",
    "    del item['_id']\n",
    "    new_stock_info_.append(item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "metadata": {},
     "execution_count": 7
    }
   ],
   "source": [
    "len(new_stock_info_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.DataFrame(new_stock_info_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   stock_code stock_name winning_rate_substr               crawltime  \\\n",
       "0       09901      新东方－Ｓ                   1 2021-02-16 23:22:05.944   \n",
       "1       09698    万国数据－ＳＷ                   4 2021-02-16 23:22:05.944   \n",
       "2       02057    中通快递－ＳＷ                  10 2021-02-16 23:22:06.129   \n",
       "3       09991    宝尊电商－ＳＷ                   2 2021-02-16 23:22:06.129   \n",
       "4       09688    再鼎医药－ＳＢ                   3 2021-02-16 23:22:06.129   \n",
       "5       01179     华住集团－Ｓ                   1 2021-02-16 23:22:06.129   \n",
       "6       09987     百胜中国－Ｓ                  14 2021-02-16 23:22:06.129   \n",
       "7       09618    京东集团－ＳＷ                  40 2021-02-16 23:22:06.293   \n",
       "8       09999       网易－Ｓ                  45 2021-02-16 23:22:06.293   \n",
       "9       01691     ＪＳ环球生活                   1 2021-02-16 23:22:06.662   \n",
       "10      09988    阿里巴巴－ＳＷ                   5 2021-02-16 23:22:06.846   \n",
       "\n",
       "                                 保荐机构      发行定价       发行市值     回拨比例 是否有基石  \\\n",
       "0              瑞士信贷(香港),美林远东,瑞士银行香港分行  1190.000   2009.78亿        无     无   \n",
       "1   摩根大通证券(远东),美林远东,中国国际金融香港证券,海通国际资本    80.880   1189.89亿        无     无   \n",
       "2                        高盛(亚洲)有限责任公司   218.000   1849.84亿        无     无   \n",
       "3            花旗环球金融亚洲,招银国际融资,瑞士信贷(香港)    82.900    190.21亿        无     无   \n",
       "4    摩根大通证券(远东),高盛(亚洲)有限责任公司,花旗环球金融亚洲   562.000    482.98亿        无     无   \n",
       "5                 高盛(亚洲)有限责任公司,招银国际融资   297.000    942.82亿        无     无   \n",
       "6                        高盛(亚洲)有限责任公司   412.000   1726.72亿  16.5000     无   \n",
       "7              美林远东,瑞银证券香港,中信里昂证券资本市场   226.000   6984.24亿       12     无   \n",
       "8      中国国际金融香港证券,瑞士信贷(香港),摩根大通证券(远东)   123.000   4218.16亿       12     无   \n",
       "9             瑞士信贷(香港),摩根士丹利亚洲,工银国际融资     5.200    173.27亿        无     有   \n",
       "10                中国国际金融香港证券,瑞士信贷(香港)   176.000  37640.74亿       10     无   \n",
       "\n",
       "   是否有绿鞋   暗盘涨幅  稳中一手   累计涨幅    行业   首日涨幅                 上市日期    申购人数  \\\n",
       "0   None  15.97   1/1  10.34  居民服务  14.71  2020-11-09 00:00:00   11513   \n",
       "1   None   0.02   4/1   8.56  软件服务   2.62  2020-11-02 00:00:00   38476   \n",
       "2   None   8.72  10/1  11.10  货运物流   9.17  2020-09-29 00:00:00   24980   \n",
       "3   None   0.00   2/1  14.05  软件服务   1.33  2020-09-29 00:00:00   12277   \n",
       "4   None   3.65   3/1  14.77  医疗保健   8.54  2020-09-28 00:00:00   10349   \n",
       "5   None   2.36   1/1   7.21  餐饮娱乐   4.71  2020-09-22 00:00:00    8793   \n",
       "6      有  -2.91  14/1   0.58  餐饮娱乐  -5.29  2020-09-10 00:00:00  137724   \n",
       "7      有   5.93  40/1   6.99  软件服务   3.54  2020-06-18 00:00:00  396096   \n",
       "8      有   5.61  45/1  19.51  软件服务   5.69  2020-06-11 00:00:00  371075   \n",
       "9      有   0.00   1/1  28.85  家电家用   5.58  2019-12-18 00:00:00   25903   \n",
       "10     有   4.55   5/1   8.92  软件服务   6.59  2019-11-26 00:00:00  215598   \n",
       "\n",
       "    超额申购倍数  一手中签率  \n",
       "0     1.55    100  \n",
       "1     6.42     80  \n",
       "2     6.69     70  \n",
       "3     3.60     70  \n",
       "4     3.43     50  \n",
       "5     3.39    100  \n",
       "6    52.32     25  \n",
       "7   178.90     10  \n",
       "8   360.53      8  \n",
       "9     2.68    100  \n",
       "10   42.44     80  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>stock_code</th>\n      <th>stock_name</th>\n      <th>winning_rate_substr</th>\n      <th>crawltime</th>\n      <th>保荐机构</th>\n      <th>发行定价</th>\n      <th>发行市值</th>\n      <th>回拨比例</th>\n      <th>是否有基石</th>\n      <th>是否有绿鞋</th>\n      <th>暗盘涨幅</th>\n      <th>稳中一手</th>\n      <th>累计涨幅</th>\n      <th>行业</th>\n      <th>首日涨幅</th>\n      <th>上市日期</th>\n      <th>申购人数</th>\n      <th>超额申购倍数</th>\n      <th>一手中签率</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>09901</td>\n      <td>新东方－Ｓ</td>\n      <td>1</td>\n      <td>2021-02-16 23:22:05.944</td>\n      <td>瑞士信贷(香港),美林远东,瑞士银行香港分行</td>\n      <td>1190.000</td>\n      <td>2009.78亿</td>\n      <td>无</td>\n      <td>无</td>\n      <td>None</td>\n      <td>15.97</td>\n      <td>1/1</td>\n      <td>10.34</td>\n      <td>居民服务</td>\n      <td>14.71</td>\n      <td>2020-11-09 00:00:00</td>\n      <td>11513</td>\n      <td>1.55</td>\n      <td>100</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>09698</td>\n      <td>万国数据－ＳＷ</td>\n      <td>4</td>\n      <td>2021-02-16 23:22:05.944</td>\n      <td>摩根大通证券(远东),美林远东,中国国际金融香港证券,海通国际资本</td>\n      <td>80.880</td>\n      <td>1189.89亿</td>\n      <td>无</td>\n      <td>无</td>\n      <td>None</td>\n      <td>0.02</td>\n      <td>4/1</td>\n      <td>8.56</td>\n      <td>软件服务</td>\n      <td>2.62</td>\n      <td>2020-11-02 00:00:00</td>\n      <td>38476</td>\n      <td>6.42</td>\n      <td>80</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>02057</td>\n      <td>中通快递－ＳＷ</td>\n      <td>10</td>\n      <td>2021-02-16 23:22:06.129</td>\n      <td>高盛(亚洲)有限责任公司</td>\n      <td>218.000</td>\n      <td>1849.84亿</td>\n      <td>无</td>\n      <td>无</td>\n      <td>None</td>\n      <td>8.72</td>\n      <td>10/1</td>\n      <td>11.10</td>\n      <td>货运物流</td>\n      <td>9.17</td>\n      <td>2020-09-29 00:00:00</td>\n      <td>24980</td>\n      <td>6.69</td>\n      <td>70</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>09991</td>\n      <td>宝尊电商－ＳＷ</td>\n      <td>2</td>\n      <td>2021-02-16 23:22:06.129</td>\n      <td>花旗环球金融亚洲,招银国际融资,瑞士信贷(香港)</td>\n      <td>82.900</td>\n      <td>190.21亿</td>\n      <td>无</td>\n      <td>无</td>\n      <td>None</td>\n      <td>0.00</td>\n      <td>2/1</td>\n      <td>14.05</td>\n      <td>软件服务</td>\n      <td>1.33</td>\n      <td>2020-09-29 00:00:00</td>\n      <td>12277</td>\n      <td>3.60</td>\n      <td>70</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>09688</td>\n      <td>再鼎医药－ＳＢ</td>\n      <td>3</td>\n      <td>2021-02-16 23:22:06.129</td>\n      <td>摩根大通证券(远东),高盛(亚洲)有限责任公司,花旗环球金融亚洲</td>\n      <td>562.000</td>\n      <td>482.98亿</td>\n      <td>无</td>\n      <td>无</td>\n      <td>None</td>\n      <td>3.65</td>\n      <td>3/1</td>\n      <td>14.77</td>\n      <td>医疗保健</td>\n      <td>8.54</td>\n      <td>2020-09-28 00:00:00</td>\n      <td>10349</td>\n      <td>3.43</td>\n      <td>50</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>01179</td>\n      <td>华住集团－Ｓ</td>\n      <td>1</td>\n      <td>2021-02-16 23:22:06.129</td>\n      <td>高盛(亚洲)有限责任公司,招银国际融资</td>\n      <td>297.000</td>\n      <td>942.82亿</td>\n      <td>无</td>\n      <td>无</td>\n      <td>None</td>\n      <td>2.36</td>\n      <td>1/1</td>\n      <td>7.21</td>\n      <td>餐饮娱乐</td>\n      <td>4.71</td>\n      <td>2020-09-22 00:00:00</td>\n      <td>8793</td>\n      <td>3.39</td>\n      <td>100</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>09987</td>\n      <td>百胜中国－Ｓ</td>\n      <td>14</td>\n      <td>2021-02-16 23:22:06.129</td>\n      <td>高盛(亚洲)有限责任公司</td>\n      <td>412.000</td>\n      <td>1726.72亿</td>\n      <td>16.5000</td>\n      <td>无</td>\n      <td>有</td>\n      <td>-2.91</td>\n      <td>14/1</td>\n      <td>0.58</td>\n      <td>餐饮娱乐</td>\n      <td>-5.29</td>\n      <td>2020-09-10 00:00:00</td>\n      <td>137724</td>\n      <td>52.32</td>\n      <td>25</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>09618</td>\n      <td>京东集团－ＳＷ</td>\n      <td>40</td>\n      <td>2021-02-16 23:22:06.293</td>\n      <td>美林远东,瑞银证券香港,中信里昂证券资本市场</td>\n      <td>226.000</td>\n      <td>6984.24亿</td>\n      <td>12</td>\n      <td>无</td>\n      <td>有</td>\n      <td>5.93</td>\n      <td>40/1</td>\n      <td>6.99</td>\n      <td>软件服务</td>\n      <td>3.54</td>\n      <td>2020-06-18 00:00:00</td>\n      <td>396096</td>\n      <td>178.90</td>\n      <td>10</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>09999</td>\n      <td>网易－Ｓ</td>\n      <td>45</td>\n      <td>2021-02-16 23:22:06.293</td>\n      <td>中国国际金融香港证券,瑞士信贷(香港),摩根大通证券(远东)</td>\n      <td>123.000</td>\n      <td>4218.16亿</td>\n      <td>12</td>\n      <td>无</td>\n      <td>有</td>\n      <td>5.61</td>\n      <td>45/1</td>\n      <td>19.51</td>\n      <td>软件服务</td>\n      <td>5.69</td>\n      <td>2020-06-11 00:00:00</td>\n      <td>371075</td>\n      <td>360.53</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>01691</td>\n      <td>ＪＳ环球生活</td>\n      <td>1</td>\n      <td>2021-02-16 23:22:06.662</td>\n      <td>瑞士信贷(香港),摩根士丹利亚洲,工银国际融资</td>\n      <td>5.200</td>\n      <td>173.27亿</td>\n      <td>无</td>\n      <td>有</td>\n      <td>有</td>\n      <td>0.00</td>\n      <td>1/1</td>\n      <td>28.85</td>\n      <td>家电家用</td>\n      <td>5.58</td>\n      <td>2019-12-18 00:00:00</td>\n      <td>25903</td>\n      <td>2.68</td>\n      <td>100</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>09988</td>\n      <td>阿里巴巴－ＳＷ</td>\n      <td>5</td>\n      <td>2021-02-16 23:22:06.846</td>\n      <td>中国国际金融香港证券,瑞士信贷(香港)</td>\n      <td>176.000</td>\n      <td>37640.74亿</td>\n      <td>10</td>\n      <td>无</td>\n      <td>有</td>\n      <td>4.55</td>\n      <td>5/1</td>\n      <td>8.92</td>\n      <td>软件服务</td>\n      <td>6.59</td>\n      <td>2019-11-26 00:00:00</td>\n      <td>215598</td>\n      <td>42.44</td>\n      <td>80</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 7
    }
   ],
   "source": [
    "df.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df[df['stock_code']!='01691']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_selected = df[['stock_code','stock_name','暗盘涨幅','首日涨幅','申购人数','上市日期','一手中签率']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_selected.to_html('tb.html',encoding='utf8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}